01
AI Foundations
Understand what AI is, how systems learn, where they fail, and how to judge claims without hype.
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Five outcome-based courses
Each course includes explicit outcomes, mapped competencies, practice activities, and an applied capstone.
02
Responsible AI User
Use AI productively while protecting privacy, checking outputs, and preserving human accountability.
03
AI at Work
Evaluate workplace use cases, run safe pilots, measure value, and communicate changes responsibly.
04
AI Policy & Society
Analyze AI systems through rights, equity, governance, safety, and public-interest outcomes.
05
Building with AI Systems
Understand language models, retrieval, agents, evaluation, cost, and deployment safeguards through practical system design.
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FundamentalsCore concepts: how AI works at a high level.84 guides Language AILLMs, NLP, ChatGPT, prompting, and text understanding.155 guides Visual AIImage generation, computer vision, video, and design.133 guides Audio AIVoice, music, podcasting, and audio-first AI.117 guides CompaniesProfiles of OpenAI, Anthropic, Google, Meta, and more.121 guides ApplicationsHow AI shows up in coding, search, agents, and daily life.111 guides IndustriesAI in healthcare, finance, education, energy, and more.91 guides TechnicalChips, fine-tuning, RAG, vectors, and AI infrastructure.177 guides SocietyBias, privacy, copyright, safety, and the AI future.30 guides
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Technical
Model Pruning
Model pruning shrinks a neural network by removing weights or whole structures that contribute little to its output.
TechnicalTokenization and Byte Pair Encoding
Tokenization splits text into the small units a language model actually reads, and Byte Pair Encoding (BPE) is the popular method for building…
Audio AIConnectionist Temporal Classification
Connectionist Temporal Classification (CTC) is a loss function and decoding method that lets neural networks turn a long audio sequence into text without…
Audio AIRNN-Transducer Models
The RNN-Transducer (RNN-T) is a streaming-friendly speech recognition architecture that fixes CTC's biggest weakness — its inability to model dependencies…
Audio AIConformer Architecture
The Conformer is a neural network block that fuses convolution with self-attention, capturing both fine-grained local sound patterns and long-range context…
IndustriesAI in Smart Grid Management
AI helps electric grids balance supply and demand in real time, integrate solar and wind, and prevent outages before they happen.
IndustriesAI in Oil and Gas Exploration
AI sifts through seismic surveys, well logs, and satellite data to find oil and gas reservoirs faster and more accurately.
IndustriesAI in Autonomous Vehicles
AI lets vehicles sense their surroundings, predict what others will do, and drive themselves with little or no human input.
IndustriesAI in Sports Analytics
AI in sports analytics turns video, wearable sensors, and play-by-play data into actionable insight on player performance, tactics, and injury risk.
IndustriesAI in Drug Safety and Pharmacovigilance
Pharmacovigilance is the science of detecting and preventing harm from medicines, and AI helps by processing the flood of safety reports that humans cannot…
IndustriesAI in Personalized Tutoring
AI personalized tutoring adapts lessons, practice, and feedback to each individual learner's pace and gaps, aiming to give every student something close…
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